Context.dev vs Cloudir | LLM Ops vs Parallel Web Systems

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Context.dev
vs
Competitor 1
Cloudir | LLM Ops
Competitor 2
Parallel Web Systems
Competitor 3
Compare
3 tools · best value per row highlighted
Your tool Context.dev
context.dev
Brand.dev is a web scraping API for AI agents and LLM products.
Competitor Cloudir | LLM Ops
cloudidr.com
Cloudir LLM Ops tracks and controls costs for AI agent deployments by monitoring API spending in real time and automatically routing requests to cheaper models when possible
Competitor Parallel Web Systems
parallel.ai
Parallel Web Systems builds web infrastructure for AI agents.
Traffic estimated monthly website traffic
Monthly visits
—
9.1Kvisits/mo
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MoM change
▲ 26.4%
▼ 21.0%
—
6-month growth
-68.4%
+12.7%
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Global rank web
#3,017,624
#2,357,399
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Avg. last 3 months
4.7K
14.6K
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Bounce rate lower is better
0%
38%
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Pages / visit
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2.0
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Visit duration
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12s
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Traffic sources
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Context.devCloudir | LLM OpsParallel Web Systems
06.8K13.7K20.5K27.3KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KCloudir | LLM Ops · 12Cloudir | LLM Ops · 6.3KCloudir | LLM Ops · 8.1KCloudir | LLM Ops · 9.7KCloudir | LLM Ops · 15.6KCloudir | LLM Ops · 23.1KCloudir | LLM Ops · 11.5KCloudir | LLM Ops · 9.1K101001K10K100KContext.dev · 25.2KContext.dev · 19.7KContext.dev · 27.3KContext.dev · 14.4KContext.dev · 6.3KContext.dev · 8KCloudir | LLM Ops · 12Cloudir | LLM Ops · 6.3KCloudir | LLM Ops · 8.1KCloudir | LLM Ops · 9.7KCloudir | LLM Ops · 15.6KCloudir | LLM Ops · 23.1KCloudir | LLM Ops · 11.5KCloudir | LLM Ops · 9.1KDec '25Jan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Freemium
Free
Starting price
$19per month · free tier available
$49per month · free tier available
Free
Free tier
Free trial
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–
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API access
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Plans
Plan $19.0 $19/moPlan $99.0 $99/moPlan $299.0 $299/moPlan $499.0 $499/mo+1 more
Starter FreeGrowth $49/moScale $299/moEnterprise Custom
Pay as you go CustomResponses/Monitor/Find All APIs Custom
Capabilities input → output
Input
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Data
DataTextWeb pages
Output
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Data
DataText
Skill level
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
5
4
Web scraping
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Website crawling
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Research
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API cost reduction
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Cost management
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LLM gateway
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Model routing
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APIs
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Developer tools
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LLM management
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Website monitoring
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
Saves
0
0
0
Reviews
0
0
0
Prompts
0
0
0
Verified listing
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–
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.